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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

click to expand

All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Keep it up Bro!❤️🔥" 12 comments
Bro, seriously keep these Middle East, South Americans, whatever, out. I'm over them and then dirtying our societies. They do not mix with western culture. Fuck out of here
Bro, seriously keep these Middle East, South Americans, whatever, out. I'm over them and then dirtying our societies. They do not mix with western culture. Fuck out of here
Identity Attack0.6728028
Insult0.5723624
Profanity0.7809412
Threat0.13802026
Severe Toxicity0.44787344
Toxic 0.85850734 Moderate Con 0.306 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
That was insane, w da f bro. Tyler was lucky, get yo a s s back to safety brother. Damn that was some crazy sshh!!tt keep safe always brother!!!!!
That was insane, w da f bro. Tyler was lucky, get yo a s s back to safety brother. Damn that was some crazy sshh!!tt keep safe always brother!!!!!
Identity Attack0.043581683
Insult0.4710501
Profanity0.65961236
Threat0.017328756
Severe Toxicity0.2322566
Moderate 0.6827122 Constructive 0.505 Meta_Commentary
Feb 26, 2026 Inside Canada's Indian Invasion...
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, …
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, and call it "content"? That Gorehabba video where you mocked an ancient Karnataka ritual as the "sh***iest experience" of your life? Pathetic. You got roasted so hard by millions of Indians that you cried uncle, doxxed and threatened, begging for mercy while scrapping your whole "documentary." Then you pivot to whining about "Canada's Indian Invasion," painting hardworking Indians as some horde overwhelming your precious borders—only for YouTube to smack it down before you reuploaded your bile. Newsflash, you bottom-feeding provocateur: India's not your punchline. We're the eternal empire that's outlasted losers like you for millennia. Time to school your ignorant ass on why you should've stayed in your mom's basement—India, the unstoppable tiger that could crush your entire "career" without noticing. Let's start with the obvious: scale, you microscopic meme. India's a juggernaut with 1.45 billion souls, a population exploding with talent and tenacity, projected to dominate the world demo while your declining West scrambles for immigrants to wipe its ass. We're bigger than your wildest fever dreams—3.287 million square kilometers of epic diversity, from Himalayan fortresses to tech hubs that power the globe. You? A solo YouTuber with a few million subs, hiding behind a mic, peddling poop jokes because real journalism's too hard. Your "exposés" on cow dung rituals or urine therapy? Cherry-picked trash from one village, ignoring that India's the cradle of civilization— inventors of zero, yoga, and chess when your ancestors were grunting in caves. You sensationalize our extremes to feed your racist fanbase, but guess what? We own the narrative now; your videos get mass-reported and buried because 1.5 billion of us don't play. Economy? You love ranting about H-1B visas and Indians "invading" jobs—cry harder, Tyler. India's GDP is blasting past $4 trillion, eyeing $10 trillion by 2030, with 7% growth that laps your stagnant economy. We're the world's startup unicorn factory, with giants like Reliance and Tata that could buy your channel for chump change. Indian CEOs run Google, Microsoft, and half of Silicon Valley—your tech overlords are us, bro. And those "invasions" you fear? We're the brains keeping Canada and the US afloat; without Indian talent, your countries would crumble into irrelevance. Your anti-Indian rants on visas? Just salty jealousy from a guy whose "content" relies on AI-generated slop and hate bait. Keep mocking; we'll keep innovating and out-earning you. Power? Don't make me laugh. India's military is a nuclear-armed beast: $80+ billion budget, 1.4 million troops, hypersonic missiles, and carriers that could sail circles around your non-existent army. We're ranked top 4 globally in firepower, staring down real threats while you play pretend journalist in safe suburbs. You "fight" with a camera; we'd "eat you up" with one viral backlash—remember how we turned your life into "a living hell" with reports and threats? That's just a taste; cross us again, and your channel's toast. But we're merciful giants—unlike you, we don't need to stoop to your level. Our people? Unbreakable legends. A mosaic of 2,000+ ethnic groups, 22 languages, and faiths that birthed Buddhism, Hinduism, and the world's largest democracy. Bollywood crushes your Hollywood knockoffs; our cuisine, from biryani to butter chicken, rules global menus while you gag on sensationalized "poop" stories. We've conquered empires—the Mughals, British—and risen stronger, while you're just another white dude profiting off exoticism. Racist? Check your mirror; your videos drip with disdain for "third-world" vibes, but India's soft power—cricket, curry, tech—owns the planet. You called our festival "humanity's extinction" risk? Nah, that's your career after we expose your bigotry. So, Tyler, tuck your tail and run. Apologize for your propaganda, delete your trash, and stick to interviewing rednecks. India's not your playground; we're the big daddy that broke you once and can do it again. Stay scared, clown. Jai Hind!
Identity Attack0.44690517
Insult0.67254376
Profanity0.4177144
Threat0.10542984
Severe Toxicity0.34942797
Moderate 0.64447093 Constructive 0.512 Insult Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
Stay safe Tyler. You’ve been on a heater lately bro. Keep exposing these sub human scum
Stay safe Tyler. You’ve been on a heater lately bro. Keep exposing these sub human scum
Identity Attack0.10221587
Insult0.6831271
Profanity0.34536663
Threat0.049774777
Severe Toxicity0.023880709
Moderate 0.6407703 Moderate Con 0.339 Insult Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro, no one likes indians, why tf do they keep migrating and taking over
Bro, no one likes indians, why tf do they keep migrating and taking over
Identity Attack0.60238177
Insult0.4339631
Profanity0.4596479
Threat0.035113025
Severe Toxicity0.20984669
Moderate 0.61223894 Low Con 0.265 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bro I live here and I was born here and I don’t get why they keep spawning but overall it’s not entirely bad except for the punjabs no offense but they are dirty bro
Bro I live here and I was born here and I don’t get why they keep spawning but overall it’s not entirely bad except for the punjabs no offense but they are dirty bro
Identity Attack0.44690517
Insult0.47384647
Profanity0.33808854
Threat0.018019408
Severe Toxicity0.028730227
Moderate 0.50789946 Moderate Con 0.494 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Bro wtf. That pizza pizza is very close to me. Will be keeping a closer eye out on that building they had you in
Bro wtf. That pizza pizza is very close to me. Will be keeping a closer eye out on that building they had you in
Identity Attack0.012842959
Insult0.15840563
Profanity0.4798129
Threat0.010705971
Severe Toxicity0.023076924
Moderate 0.42985553 Moderate Con 0.463 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
omfg an indian one now?? you are on an all time CHAD endeavor. we as Americans love you so much Tyler. keep it up bro. if u need security hmu. id love to help
omfg an indian one now?? you are on an all time CHAD endeavor. we as Americans love you so much Tyler. keep it up bro. if u need security hmu. id love to help
Identity Attack0.27759558
Insult0.16195811
Profanity0.32299677
Threat0.01698343
Severe Toxicity0.023076924
Moderate 0.3302291 Constructive 0.519 Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
Could you just make a video where you don't risk your life, Tyler? That's crazy dedication bro. I'd say keep it up but more importantly stay safe brother!
Could you just make a video where you don't risk your life, Tyler? That's crazy dedication bro. I'd say keep it up but more importantly stay safe brother!
Identity Attack0.009249465
Insult0.07491849
Profanity0.057944927
Threat0.02613456
Severe Toxicity0.0065994263
Low Tox 0.22043827 Constructive 0.645
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian, you've just investigated slavery rear it's head in modern times, all to profit Canadian Oligarchs and the investor class! Keep digging here and you'll then see it everywhere. Great stuff, bro!
As a Canadian, you've just investigated slavery rear it's head in modern times, all to profit Canadian Oligarchs and the investor class! Keep digging here and you'll then see it everywhere. Great stuff, bro!
Identity Attack0.084182754
Insult0.0670459
Profanity0.014600786
Threat0.009100696
Severe Toxicity0.0038337708
Low Tox 0.1641865 Moderate Con 0.428 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
fire vid man i was so excited to watch this bro. keep up the good work I love liking small creators videos. 😆
fire vid man i was so excited to watch this bro. keep up the good work I love liking small creators videos. 😆
Identity Attack0.015254694
Insult0.024511116
Profanity0.072882555
Threat0.04233929
Severe Toxicity0.008163452
Low Tox 0.13561769 Constructive 0.511 Meta_Commentary
Feb 25, 2026 Inside Canada's Indian Invasion...
Keep it up Bro!❤️🔥
Keep it up Bro!❤️🔥
Identity Attack0.0037737815
Insult0.00821588
Profanity0.020032106
Threat0.008013252
Severe Toxicity0.001745224
Low Tox 0.013822667 Moderate Con 0.438 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.